cognitive/docs/concepts/knowledge_organization.md
Daniel Ari Friedman 6caa1a7cb1 Update
2025-02-07 08:16:25 -08:00

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Knowledge Organization Guide


title: Knowledge Organization Guide type: concept status: stable created: 2024-02-06 tags:


Overview

This guide defines the principles and practices for organizing knowledge within our cognitive modeling framework, ensuring efficient information retrieval, maintenance, and evolution.

Knowledge Structure

1. Hierarchical Organization

# @knowledge_hierarchy
knowledge_tree = {
    "concepts": {
        "theoretical": ["[[theoretical_foundations]]", "[[cognitive_phenomena]]"],
        "computational": ["[[active_inference]]", "[[predictive_processing]]"],
        "implementation": ["[[implementation_patterns]]", "[[code_organization]]"]
    },
    "documentation": {
        "guides": ["[[documentation_standards]]", "[[api_documentation]]"],
        "references": ["[[api_reference]]", "[[package_documentation]]"],
        "examples": ["[[example_writing]]", "[[integration_examples]]"]
    },
    "validation": {
        "frameworks": ["[[validation_framework]]", "[[quality_metrics]]"],
        "tools": ["[[validation_tools]]", "[[analysis_tools]]"],
        "reports": ["[[validation_reports]]", "[[performance_metrics]]"]
    }
}

2. Network Structure

See linking_patterns for detailed linking guidelines.

Core Relationships

graph TD
    A[Concepts] --> B[Implementations]
    B --> C[Validation]
    C --> D[Documentation]
    
    E[Theory] --> F[Practice]
    F --> G[Testing]
    G --> H[Integration]

Knowledge Flow

graph LR
    A[Research] --> B[Development]
    B --> C[Documentation]
    C --> D[Validation]
    D --> E[Integration]

Documentation Components

1. Core Documentation

See documentation_standards for detailed guidelines.

# @doc_components
documentation_structure = {
    "theoretical": {
        "concepts": "[[theoretical_foundations]]",
        "principles": "[[cognitive_phenomena]]",
        "architecture": "[[model_architecture]]"
    },
    "practical": {
        "implementation": "[[implementation_guide]]",
        "examples": "[[example_writing]]",
        "validation": "[[validation_framework]]"
    },
    "reference": {
        "api": "[[api_reference]]",
        "package": "[[package_documentation]]",
        "tools": "[[tool_documentation]]"
    }
}

2. Metadata Structure

See machine_readability for implementation details.

# @metadata_structure
metadata:
  required:
    - title
    - type
    - status
    - created
    - tags
  optional:
    - complexity
    - dependencies
    - related_docs
  semantic:
    - relationships
    - implementations
    - validations

See linking_completeness for comprehensive linking patterns.

# @link_types
link_categories = {
    "hierarchical": {
        "parent_child": "Direct hierarchy",
        "dependency": "Required knowledge",
        "implementation": "Concrete realization"
    },
    "semantic": {
        "related": "Conceptual relationship",
        "similar": "Similar concepts",
        "contrasts": "Contrasting concepts"
    },
    "temporal": {
        "precedes": "Temporal ordering",
        "evolves_to": "Evolution path",
        "replaces": "Replacement relationship"
    }
}

Organization Principles

1. Information Architecture

# @info_architecture
class InformationArchitecture:
    """
    Core information architecture.
    See [[ai_documentation_style]] for guidelines.
    """
    def __init__(self):
        self.structure = KnowledgeStructure()
        self.indexer = ContentIndexer()
        self.validator = StructureValidator()
    
    def organize_content(self, content: Content) -> OrganizedContent:
        """
        Organize content according to guidelines.
        See [[documentation_standards]] for rules.
        """
        # Implementation
        pass

2. Content Management

# @content_management
class ContentManager:
    """
    Content management system.
    See [[content_management]] for details.
    """
    def __init__(self):
        self.repository = ContentRepository()
        self.validator = ContentValidator()
        self.indexer = SearchIndexer()
    
    def process_content(self, content: Content) -> ProcessedContent:
        """
        Process and validate content.
        See [[validation_framework]] for rules.
        """
        # Implementation
        pass

Implementation Guidelines

1. File Organization

# @file_organization
directory_structure = {
    "docs": {
        "concepts": "Theoretical concepts",
        "guides": "Implementation guides",
        "api": "API documentation",
        "examples": "Usage examples"
    },
    "src": {
        "models": "Core implementations",
        "utils": "Utility functions",
        "tools": "Development tools"
    },
    "tests": {
        "unit": "Unit tests",
        "integration": "Integration tests",
        "validation": "Validation tests"
    }
}

2. Naming Conventions

See naming_conventions for detailed rules.

# @naming_rules
naming_patterns = {
    "files": "{category}_{name}_{type}.md",
    "sections": "## {Category} {Name}",
    "links": "[[{category}/{name}]]",
    "code": "{category}_{name}_{version}"
}

Quality Assurance

1. Structure Validation

See validation_framework for implementation.

# @structure_validation
validation_criteria = {
    "organization": {
        "hierarchy_depth": (2, 5),  # Min/max depth
        "file_structure": 0.95,     # Structure compliance
        "naming_compliance": 1.0     # Naming compliance
    },
    "relationships": {
        "link_coverage": 0.9,       # Link coverage
        "bidirectional": 1.0,       # Bidirectional compliance
        "semantic_validity": 0.95    # Semantic compliance
    }
}

2. Content Quality

See quality_metrics for detailed metrics.

# @quality_checks
quality_requirements = {
    "completeness": {
        "required_sections": 1.0,    # All required sections
        "optional_sections": 0.8,    # 80% optional sections
        "metadata_fields": 1.0       # All required metadata
    },
    "consistency": {
        "style_compliance": 0.95,    # Style guide compliance
        "terminology": 1.0,          # Terminology consistency
        "formatting": 1.0            # Format compliance
    }
}

Maintenance Guidelines

1. Regular Updates

  • Review content periodically
  • Update outdated information
  • Maintain link integrity
  • Validate structure

2. Version Control

3. Quality Control

Best Practices

1. Documentation

2. Organization

  • Use clear hierarchy
  • Maintain relationships
  • Follow naming conventions
  • Ensure accessibility

3. Validation

  • Regular validation
  • Quality checks
  • Link verification
  • Structure assessment

References